Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123107	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
TPA-61282	TPA	Teresa Mitchell	2001-09-12	UHC-68340-13	—	1695 Cedar Ln, San Antonio, TX, 78272	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421442	CLM	Austin Burton	—	UHC-94455-39	—	—	0.64	Date of birth missing Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-401016	CLM	Janet Gibson	1966-08-04	—	—	8053 Mesa Dr, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117591	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121613	ENR	Mary Alvarado	1938-10-26	UHC-45054-41	2634016797	7921 Mesa Dr Apt 23, Columbus, OH, 43220	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-132672	ENR	Lucia D Butler	1979-05-26	UHC-92207-77	7975432632	6114 Grand Ave, Miami, FL, 33134	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415160	CLM	Eddie Garcia	1942-12-09	UHC-82255-21	—	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Member ID reformatted State name converted to code Gender normalised+2 more
CLM-421900	CLM	Alexis Price	1958-09-09	—	9034940566	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60157	TPA	Lucia Day	1980-02-11	—	—	8005 Sage Ct, Jacksonville, FL, 32278	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-141375	ENR	Kyle N Gonzalez	1939-12-07	UHC-63081-75	8606172136	7257 Highland Ave, Las Vegas, NV, 89149	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413334	CLM	Douglas Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53640	TPA	Deborah Alvarado	2006-02-04	—	4996656349	4970 Sunset Blvd, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116550	ENR	Angela S Medina	2002-01-11	UHC-15519-91	6363529545	7100 Main St, Tampa, FL, 33627	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57510	TPA	Patrick Patel	1985-10-17	—	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126006	ENR	Mark Fields	2003-02-14	UHC-10940-32	—	3478 Sage Ct, Tucson, AZ, 85703	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131490	ENR	Lauren K Riley	2006-09-23	UHC-90836-20	5128344269	7060 Spring St, San Diego, CA, 92197	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429513	CLM	Julia Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401073	CLM	Bobby Hawkins	1938-05-01	UHC-47552-02	—	6533 Pine Dr, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-425933	CLM	Janet Wells	1987-07-25	UHC-54496-81	—	4618 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140176	ENR	Valentina U Myers	1970-10-13	UHC-89048-81	4149779909	7798 Central Ave, Tampa, FL, 33652	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112688	ENR	Mariana Y Sanchez	1946-01-14	UHC-13522-61	8197343540	4672 Mountain View Dr, Charlotte, NC, 28284	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130077	ENR	Anna I Vega	1983-09-27	UHC-59908-76	5402561334	7331 Forest Ave, Nashville, TN, 37231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121548	ENR	John L Anderson	1967-04-13	UHC-74807-02	5188578800	9872 Ocean Ave # 161, Phoenix, AZ, 85087	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-413075	CLM	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL, 33138	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-62520	TPA	Frances Berry	1968-02-08	—	2047033326	7190 Pine Dr, Minneapolis, MN, 55466	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-114338	ENR	Fatima Harper	1984-05-05	UHC-04017-02	9849307003	8679 Meadow Ln, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420109	CLM	Barbara Z Gordon	1974-10-13	UHC-06105-89	8152657950	3289 Washington St, Orlando, FL, 32852	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427975	CLM	McCoy Abigail	1966-02-08	UHC-03347-22	4149734441	1161 Meadow Ln, Columbus, OH, 43277	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-424934	CLM	Jeffrey Jenkins	1992-05-11	—	8399898724	413 Baseline Rd, Houston, TX, 77084	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24682	PRV	Carol Phillips	1977-12-05	—	6265882479	8747 Apache Blvd, Plano, TX, 75076	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425808	CLM	Gary N Kelly	1969-12-25	UHC-44852-79	—	9565 Valley View Dr, San Antonio, TX, 78237	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401897	CLM	Dick Medina	1981-07-21	UHC-21869-63	—	635 Washington St, Phoenix, AZ, 85084	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421624	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-412674	CLM	Maria Perry	1978-04-28	UHC-32511-56	2539748266	6760 Willow Ct, Sacramento, CA, 95885	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132195	ENR	Donna J Black	1968-08-19	UHC-71648-50	9448029616	7639 Maple Ave, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101251	ENR	Justin Shew	1971-02-13	UHC-36800-97	7232522359	9091 Baseline Rd, Eden Prairie, MN, 55301	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127368	ENR	George J Foster	1972-01-04	UHC-93150-43	6028437312	1130 Mesa Dr, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28140	PRV	Madison Nichols	1945-06-25	—	6402278933	9777 Desert Sky Blvd, Jacksonville, FL, 32201	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-414591	CLM	Vincent Vasquez	1990-10-25	—	—	9056 Willow Ct, Orlando, FL, 32868	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129992	ENR	Ethan Rice	1949-09-05	UHC-54339-21	9416825349	3615 Maple Ave, Mesa, AZ, 85231	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137383	ENR	Abgail Hanson	1989-08-08	UHC-48519-93	8327799402	9129 Canyon Rd, Fresno, CA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
CLM-411824	CLM	Willie Balck	2001-09-22	UHC-22972-70	—	4399 Sunset Blvd, Tucson, AZ, 85789	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116218	ENR	Juan Harris	1965-11-17	UHC-78189-72	7794991234	5790 Cedar Ln, Sacramento, CA, 95802	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
TPA-62161	TPA	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd, Dallas, TX, 75216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25870	PRV	Lauren McCoy	1946-01-06	UHC-57720-33	5459437491	692 Spring St, Charlotte, NC, 28248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426835	CLM	Elijah Weaver	1954-12-01	UHC-12057-36	—	2757 Cedar Ln, Seattle, WA, 98180	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-60679	TPA	Wayne G Matthews	1955-07-24	—	5382336240	3815 Highland Ave, Charlotte, NC, 28263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128994	ENR	Beverly R Vega	1973-12-09	UHC-03703-82	8205195728	1150 Pine Dr, Glendale, AZ, 85350	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119698	ENR	Eugene N Reid	2007-10-28	UHC-52106-91	6964103273	4379 Sunset Blvd, Miami, FL, 33128	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

16,828 rows, page 176 of 337Previous Next